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researcher

Johannes Knittel

3 papers hereh-index 220 citations6 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author2
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

works on
feedforward networks 1model compression 1neuron interpretability 1sparsity 1transformers 1

From the 1 of 3 linked papers with an AI index.

collaborators

3 papers

cs.LG2026

Sparse Inter-Layer Dependencies of Transformer FFN Neurons

Johannes Knittel, Hanspeter Pfister

The paper introduces a training‑free method to attribute the activation of individual feed‑forward network neurons in Transformers to a small set of upstream neuron activations and…

cs.LG2024

GPT-2 Through the Lens of Vector Symbolic Architectures

Johannes Knittel, Tushaar Gangavarapu, Hendrik Strobelt +1

Understanding the general priniciples behind transformer models remains a complex endeavor. Experiments with probing and disentangling features using sparse autoencoders (SAE) sugg…

cs.CV2024

Multimodal Learning for Embryo Viability Prediction in Clinical IVF

Junsik Kim, Zhiyi Shi, Davin Jeong +8

In clinical In-Vitro Fertilization (IVF), identifying the most viable embryo for transfer is important to increasing the likelihood of a successful pregnancy. Traditionally, this p…

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